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Neural Network Methods in Natural Language Processing


Neural networks are a family of powerful machine learning models. This book focuses on the application of neural network models to natural language data. The first half of the book (Parts I and II) covers the basics of supervised machine learning and feed-forward neural networks, the basics of working with machine learning over language data, and the use of vector-based rather than symbolic representations for words. It also covers the computation-graph abstraction, which allows to easily…

Neural Network Methods In Natural Language Processing

ISBN 10 : 9781627052955
ISBN 13 : 162705295X

Neural networks are a family of powerful machine learning models. This book focuses on the application of neural network models to natural language data. The first half of the book..


Neural Network Methods In Natural Language Processing

ISBN 10 : 9781681731551
ISBN 13 : 168173155X

Neural networks are a family of powerful machine learning models. This book focuses on the application of neural network models to natural language data. The first half of the book..


Subsymbolic Natural Language Processing

ISBN 10 : 0262132907
ISBN 13 : 9780262132909

Risto Miikkulainen draws on recent connectionist work in language comprehension tocreate a model that can understand natural language. Using the DISCERN system as an example, hedes..


Handbook Of Natural Language Processing

ISBN 10 : 0824790006
ISBN 13 : 9780824790004

This study explores the design and application of natural language text-based processing systems, based on generative linguistics, empirical copus analysis, and artificial neural n..


Bayesian Analysis In Natural Language Processing

ISBN 10 : 9781627054218
ISBN 13 : 1627054219

Natural language processing (NLP) went through a profound transformation in the mid-1980s when it shifted to make heavy use of corpora and data-driven techniques to analyze languag..


Natural Language Processing With Python

ISBN 10 : 9780596555719
ISBN 13 : 0596555717

This book offers a highly accessible introduction to natural language processing, the field that supports a variety of language technologies, from predictive text and email filteri..


Semi Supervised Learning And Domain Adaptation In Natural Language Processing

ISBN 10 : 9781608459865
ISBN 13 : 1608459861

This book introduces basic supervised learning algorithms applicable to natural language processing (NLP) and shows how the performance of these algorithms can often be improved by..